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cs.CL2026
Beyond Static Dialogues: Benchmarking Realistic, Heterogeneous, and Evolving Long-Term Memory
Han Zhang, Zihao Tang, Xin Yu +8
In existing memory benchmarks for Large Language Models (LLMs), the evaluated dialogue sessions often lack long-term semantic consistency, and the underlying personas tend to be fl…
cs.CL2025
Learning to Retrieve and Reason on Knowledge Graph through Active Self-Reflection
Han Zhang, Langshi Zhou, Hanfang Yang
Extensive research has investigated the integration of large language models (LLMs) with knowledge graphs to enhance the reasoning process. However, understanding how models perfor…
cs.CL2024
ALTER: Augmentation for Large-Table-Based Reasoning
Han Zhang, Yuheng Ma, Hanfang Yang
While extensive research has explored the use of large language models (LLMs) for table-based reasoning, most approaches struggle with scalability when applied to large tables. To…